{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 一、文本数据处理\n",
    "\n",
    "## 1、自然语言工具包（Natural Language Toolkit）\n",
    "\n",
    "### 1.1、NLTK\n",
    "\n",
    "    非常实用的文本处理工具，主要用于英文数据，历史悠久"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "showing info https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/index.xml\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import nltk\n",
    "nltk.download()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### （1）分词\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['today', \"'s\", 'weather', 'is', 'good']"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# nltk.download('punkt')\n",
    "from nltk.tokenize import word_tokenize\n",
    "from nltk.text import Text\n",
    "\n",
    "input_str = \"Today's weather is good, very windy and sunny, we have no classes in the afternoon,We have to play basketball tomorrow.\"\n",
    "\n",
    "# 分词后，大写字母转小写，并打印前5个\n",
    "tokens = word_tokenize(input_str)\n",
    "tokens = [word.lower() for word in tokens]\n",
    "tokens[:5]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "    结果实例化\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "word 'we' count=2, word 'we' index=11\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# help(nltk.text)\n",
    "text_str = Text(tokens)\n",
    "\n",
    "# 查看单个词的数量和下标\n",
    "print(\"word 'we' count=%d, word 'we' index=%d\" % (text_str.count('we'), text_str.index('we')))\n",
    "\n",
    "# 打印数量最多的前8个词\n",
    "text_str.plot(8)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### （2）停用词\n",
    "\n",
    "    在文本处理过程中如果遇到它们，则立即停止处理，将其扔掉。将这些词扔掉减少了索引量，增加了检索效率，并且通常都会提高检索的效果。停用词主要包括英文字符、数字、数学字符、标点符号及使用频率特高的单汉字等。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Stopwords Corpus  This corpus contains lists of stop words for several languages.  These are high-frequency grammatical words which are usually ignored in text retrieval applications.  They were obtained from: http://anoncvs.postgresql.org/cvsweb.cgi/pgsql/src/backend/snowball/stopwords/  The stop words for the Romanian language were obtained from: http://arlc.ro/resources/  The English list has been augmented https://github.com/nltk/nltk_data/issues/22  The German list has been corrected https://github.com/nltk/nltk_data/pull/49  A Kazakh list has been added https://github.com/nltk/nltk_data/pull/52  A Nepali list has been added https://github.com/nltk/nltk_data/pull/83  An Azerbaijani list has been added https://github.com/nltk/nltk_data/pull/100  A Greek list has been added https://github.com/nltk/nltk_data/pull/103  An Indonesian list has been added https://github.com/nltk/nltk_data/pull/112 '"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 从语料库中，加载停用词典\n",
    "# nltk.download('stopwords')\n",
    "from nltk.corpus import stopwords\n",
    "stopwords.readme().replace('\\n',' ')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['arabic',\n",
       " 'azerbaijani',\n",
       " 'danish',\n",
       " 'dutch',\n",
       " 'english',\n",
       " 'finnish',\n",
       " 'french',\n",
       " 'german',\n",
       " 'greek',\n",
       " 'hungarian',\n",
       " 'indonesian',\n",
       " 'italian',\n",
       " 'kazakh',\n",
       " 'nepali',\n",
       " 'norwegian',\n",
       " 'portuguese',\n",
       " 'romanian',\n",
       " 'russian',\n",
       " 'spanish',\n",
       " 'swedish',\n",
       " 'turkish']"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 停用词表\n",
    "stopwords.fileids()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"i  me  my  myself  we  our  ours  ourselves  you  you're  you've  you'll  you'd  your  yours  yourself  yourselves  he  him  his  himself  she  she's  her  hers  herself  it  it's  its  itself  they  them  their  theirs  themselves  what  which  who  whom  this  that  that'll  these  those  am  is  are  was  were  be  been  being  have  has  had  having  do  does  did  doing  a  an  the  and  but  if  or  because  as  until  while  of  at  by  for  with  about  against  between  into  through  during  before  after  above  below  to  from  up  down  in  out  on  off  over  under  again  further  then  once  here  there  when  where  why  how  all  any  both  each  few  more  most  other  some  such  no  nor  not  only  own  same  so  than  too  very  s  t  can  will  just  don  don't  should  should've  now  d  ll  m  o  re  ve  y  ain  aren  aren't  couldn  couldn't  didn  didn't  doesn  doesn't  hadn  hadn't  hasn  hasn't  haven  haven't  isn  isn't  ma  mightn  mightn't  mustn  mustn't  needn  needn't  shan  shan't  shouldn  shouldn't  wasn  wasn't  weren  weren't  won  won't  wouldn  wouldn't  \""
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 查看英文停用词表有哪些词\n",
    "stopwords.raw('english').replace('\\n','  ')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "    对输入语料去除停用词"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_words = tokens\n",
    "test_words_set = set(test_words)\n",
    "# test_words_set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'and', 'have', 'in', 'is', 'no', 'the', 'to', 'very', 'we'}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 语料与停用词表的一个交集\n",
    "test_words_set.intersection(set(stopwords.words('english')))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['.',\n",
       " 'play',\n",
       " 'today',\n",
       " 'tomorrow',\n",
       " ',',\n",
       " 'afternoon',\n",
       " 'weather',\n",
       " 'basketball',\n",
       " \"'s\",\n",
       " 'sunny',\n",
       " 'good',\n",
       " 'classes',\n",
       " 'windy']"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 过滤掉停用词\n",
    "filtered = [word for word in test_words_set if(word not in stopwords.words('english'))]\n",
    "filtered"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### （3）词性标注\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "| POS Tag |指代 |\n",
    "| --- | --- |\n",
    "| CC | 并列连词 |\n",
    "| CD | 基数词 |\n",
    "| DT | 限定符|\n",
    "| EX | 存在词|\n",
    "| FW |外来词 |\n",
    "| IN | 介词或从属连词|\n",
    "| JJ | 形容词 |\n",
    "| JJR | 比较级的形容词  |\n",
    "| JJS | 最高级的形容词 |\n",
    "| LS | 列表项标记 |\n",
    "| MD | 情态动词 |\n",
    "| NN |名词单数|\n",
    "| NNS | 名词复数  |\n",
    "| NNP |专有名词|\n",
    "| PDT | 前置限定词 |\n",
    "| POS | 所有格结尾|\n",
    "| PRP | 人称代词  |\n",
    "| PRP$ | 所有格代词 |\n",
    "| RB |副词 |\n",
    "| RBR | 副词比较级 |\n",
    "| RBS | 副词最高级 |\n",
    "| RP | 小品词 |\n",
    "| UH | 感叹词 |\n",
    "| VB |动词原型 |\n",
    "| VBD | 动词过去式 |\n",
    "| VBG |动名词或现在分词 |\n",
    "| VBN |动词过去分词|\n",
    "| VBP |非第三人称单数的现在时|\n",
    "| VBZ | 第三人称单数的现在时 |\n",
    "| WDT |以wh开头的限定词 |"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('today', 'NN'),\n",
       " (\"'s\", 'POS'),\n",
       " ('weather', 'NN'),\n",
       " ('is', 'VBZ'),\n",
       " ('good', 'JJ'),\n",
       " (',', ','),\n",
       " ('very', 'RB'),\n",
       " ('windy', 'JJ'),\n",
       " ('and', 'CC'),\n",
       " ('sunny', 'JJ'),\n",
       " (',', ','),\n",
       " ('we', 'PRP'),\n",
       " ('have', 'VBP'),\n",
       " ('no', 'DT'),\n",
       " ('classes', 'NNS'),\n",
       " ('in', 'IN'),\n",
       " ('the', 'DT'),\n",
       " ('afternoon', 'NN'),\n",
       " (',', ','),\n",
       " ('we', 'PRP'),\n",
       " ('have', 'VBP'),\n",
       " ('to', 'TO'),\n",
       " ('play', 'VB'),\n",
       " ('basketball', 'NN'),\n",
       " ('tomorrow', 'NN'),\n",
       " ('.', '.')]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from nltk import pos_tag\n",
    "tags = pos_tag(tokens)\n",
    "tags"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### （4）分块\n",
    "    \n",
    "    把某些具有特定成分的词拿出来，有点类似于正则表达式"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(S (MY_NP the/DT little/JJ yellow/JJ dog/NN) died/VBD)\n"
     ]
    }
   ],
   "source": [
    "from nltk.chunk import RegexpParser\n",
    "\n",
    "sentence = [('the','DT'),('little','JJ'),('yellow','JJ'),('dog','NN'),('died','VBD')]\n",
    "grammer = \"MY_NP: {<DT>?<JJ>*<NN>}\"  # “名字:{规则}”\n",
    "cp = nltk.RegexpParser(grammer) # 生成规则\n",
    "result = cp.parse(sentence) # 用规则解析当前输入，进行分块\n",
    "print(result)\n",
    "\n",
    "result.draw() # 调用matplotlib库画出来"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### （5）命名实体识别\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(S\n",
      "  (PERSON Edison/NNP)\n",
      "  went/VBD\n",
      "  to/TO\n",
      "  (ORGANIZATION Tsinghua/NNP University/NNP)\n",
      "  today/NN\n",
      "  ./.)\n"
     ]
    }
   ],
   "source": [
    "from nltk import ne_chunk\n",
    "\n",
    "sentence = \"Edison went to Tsinghua University today.\"\n",
    "\n",
    "# 先分词，然后词性标注，最后得到命名实体\n",
    "print(ne_chunk(pos_tag(word_tokenize(sentence))))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 例子：数据清洗，nltk + re"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "原始数据:     RT @Amila #Test\n",
      "Tom's newly listed Co  &amp; Mary's unlisted     Group to supply tech for nlTK.\n",
      "h $TSLA $AAPL https:// t.co/x34afsfQsh \n",
      "\n",
      "去掉特殊标签后的:     RT  \n",
      "Tom's newly listed Co   Mary's unlisted     Group to supply tech for nlTK.\n",
      "h $TSLA $AAPL https:// t.co/x34afsfQsh \n",
      "\n",
      "去掉价值符号后的:     RT  \n",
      "Tom's newly listed Co   Mary's unlisted     Group to supply tech for nlTK.\n",
      "h   https:// t.co/x34afsfQsh \n",
      "\n",
      "去掉超链接后的:     RT  \n",
      "Tom's newly listed Co   Mary's unlisted     Group to supply tech for nlTK.\n",
      "h    \n",
      "\n",
      "去掉专门名词缩写后:       \n",
      "Tom' newly listed    Mary' unlisted     Group  supply tech for nlTK.\n",
      "    \n",
      "\n",
      "去掉空格后的: Tom' newly listed Mary' unlisted Group supply tech for nlTK.  \n",
      "\n",
      "分词结果: ['Tom', \"'\", 'newly', 'listed', 'Mary', \"'\", 'unlisted', 'Group', 'supply', 'tech', 'for', 'nlTK', '.'] \n",
      "\n",
      "去停用词后结果: ['Tom', \"'\", 'newly', 'listed', 'Mary', \"'\", 'unlisted', 'Group', 'supply', 'tech', 'nlTK', '.'] \n",
      "\n",
      "过滤后: Tom ' newly listed Mary ' unlisted Group supply tech nlTK .\n"
     ]
    }
   ],
   "source": [
    "import re\n",
    "from nltk.corpus import stopwords\n",
    "# 输入数据\n",
    "s = '    RT @Amila #Test\\nTom\\'s newly listed Co  &amp; Mary\\'s unlisted     Group to supply tech for nlTK.\\nh $TSLA $AAPL https:// t.co/x34afsfQsh'\n",
    "\n",
    "# 指定停用词\n",
    "cache_english_stopwords = stopwords.words('english')\n",
    "\n",
    "def text_clean(text):\n",
    "    print('原始数据:', text, '\\n')\n",
    "    \n",
    "    # 去掉HTML标签(e.g. &amp;)\n",
    "    text_no_special_entities = re.sub(r'\\&\\w*;|#\\w*|@\\w*', '', text)\n",
    "    print('去掉特殊标签后的:', text_no_special_entities, '\\n')\n",
    "    \n",
    "    # 去掉一些特殊符号\n",
    "    text_no_tickers = re.sub(r'\\$\\w*', '', text_no_special_entities) \n",
    "    print('去掉价值符号后的:', text_no_tickers, '\\n')\n",
    "    \n",
    "    # 去掉超链接\n",
    "    text_no_hyperlinks = re.sub(r'https?:\\/\\/.*\\/\\w*', '', text_no_tickers)\n",
    "    print('去掉超链接后的:', text_no_hyperlinks, '\\n')\n",
    "\n",
    "    # 去掉一些专门名词缩写，简单来说就是字母比较少的词\n",
    "    text_no_small_words = re.sub(r'\\b\\w{1,2}\\b', '', text_no_hyperlinks) \n",
    "    print('去掉专门名词缩写后:', text_no_small_words, '\\n')\n",
    "    \n",
    "    # 去掉多余的空格\n",
    "    text_no_whitespace = re.sub(r'\\s\\s+', ' ', text_no_small_words)\n",
    "    text_no_whitespace = text_no_whitespace.lstrip(' ') \n",
    "    print('去掉空格后的:', text_no_whitespace, '\\n')\n",
    "    \n",
    "    # 分词\n",
    "    tokens = word_tokenize(text_no_whitespace)\n",
    "    print('分词结果:', tokens, '\\n')    \n",
    "          \n",
    "    # 去停用词\n",
    "    list_no_stopwords = [i for i in tokens if i not in cache_english_stopwords]\n",
    "    print('去停用词后结果:', list_no_stopwords, '\\n')\n",
    "    # 过滤后结果\n",
    "    text_filtered =' '.join(list_no_stopwords) # ''.join() would join without spaces between words.\n",
    "    print('过滤后:', text_filtered)\n",
    "\n",
    "text_clean(s)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.2、spaCy\n",
    "\n",
    "    带有预先训练的统计模型和单词向量，目前支持 20 多种语言的标记。它具有世界上速度最快的句法分析器，用于标签的卷积神经网络模型，解析和命名实体识别以及与深度学习整合。\n",
    "    \n",
    "#### （1）分词分句\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Weather\n",
      "is\n",
      "good\n",
      ",\n",
      "very\n",
      "windy\n",
      "and\n",
      "sunny\n",
      ".\n",
      "We\n",
      "have\n",
      "no\n",
      "classes\n",
      "in\n",
      "the\n",
      "afternoon\n",
      ".\n"
     ]
    }
   ],
   "source": [
    "import spacy\n",
    "nlp = spacy.load('en')  # 英文模型\n",
    "\n",
    "# 模型读入语料的时候，已经默认分词了\n",
    "doc = nlp('Weather is good, very windy and sunny. We have no classes in the afternoon.')\n",
    "\n",
    "# 分词\n",
    "for token in doc:\n",
    "    print (token)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Weather is good, very windy and sunny.\n",
      "We have no classes in the afternoon.\n"
     ]
    }
   ],
   "source": [
    "# 分句\n",
    "for sent in doc.sents:\n",
    "    print (sent)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### （2）词性标注\n",
    "\n",
    "    https://www.winwaed.com/blog/2011/11/08/part-of-speech-tags/\n",
    "\n",
    "| POS Tag |指代 | 例子 |\n",
    "| --- | --- | --- |\n",
    "| NNPS | proper noun | plural Vikings |\n",
    "| TO | to\tto go |  to him |\n",
    "| WP | wh-pronoun| who, what |\n",
    "| WP$ | possessive wh-pronoun| whose |\n",
    "| WRB | wh-abverb| where, when |\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Weather\t\tNOUN\n",
      "is\t\tVERB\n",
      "good\t\tADJ\n",
      ",\t\tPUNCT\n",
      "very\t\tADV\n",
      "windy\t\tADJ\n",
      "and\t\tCCONJ\n",
      "sunny\t\tADJ\n",
      ".\t\tPUNCT\n",
      "We\t\tPRON\n",
      "have\t\tVERB\n",
      "no\t\tDET\n",
      "classes\t\tNOUN\n",
      "in\t\tADP\n",
      "the\t\tDET\n",
      "afternoon\t\tNOUN\n",
      ".\t\tPUNCT\n"
     ]
    }
   ],
   "source": [
    "for token in doc:\n",
    "    print ('{}\\t\\t{}'.format(token, token.pos_))  # 词 词性"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### （3）命名实体识别\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Paris-GPE\n",
      "Jack-PERSON\n"
     ]
    }
   ],
   "source": [
    "doc_2 = nlp(\"I went to Paris where I met my old friend Jack from uni.\")\n",
    "for ent in doc_2.ents:\n",
    "    print ('{}-{}'.format(ent, ent.label_))  # 实体 实体类型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class=\"entities\" style=\"line-height: 2.5; direction: ltr\">I went to \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    Paris\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " where I met my old friend \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    Jack\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " from uni.</div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from spacy import displacy\n",
    " \n",
    "doc = nlp('I went to Paris where I met my old friend Jack from uni.')\n",
    "displacy.render(doc,style='ent',jupyter=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 例子1：找到书中所有人物名字，以《傲慢与偏见》为例\n",
    "\n",
    "    （太好玩了吧！！）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7761\n"
     ]
    }
   ],
   "source": [
    "def read_file(file_name):\n",
    "    with open(file_name, 'r') as file:\n",
    "        return file.read()\n",
    "    \n",
    "\n",
    "# 加载文本数据\n",
    "text = read_file('./data/pride_and_prejudice.txt')\n",
    "processed_text = nlp(text)\n",
    "\n",
    "sentences = [s for s in processed_text.sents]\n",
    "print (len(sentences))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[The Project Gutenberg EBook of Pride and Prejudice, by Jane Austen\n",
       " , This eBook is for the use of anyone anywhere at no cost and with\n",
       " almost no restrictions whatsoever.  , You may copy it, give it away or\n",
       " re-use it under the terms of the Project Gutenberg License, included\n",
       " with this eBook or online at www.gutenberg.org\n",
       " \n",
       " , Title: Pride and Prejudice\n",
       " \n",
       " Author:]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 查看前5个句子\n",
    "sentences[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[('Elizabeth', 620), ('Darcy', 364), ('Bennet', 290), ('Jane', 285), ('Bingley', 252), ('Wickham', 185), ('Collins', 178), ('Gardiner', 94), ('Lizzy', 93), ('Lady Catherine', 84)]\n"
     ]
    }
   ],
   "source": [
    "# 导入计数器\n",
    "from collections import Counter, defaultdict\n",
    "\n",
    "def find_person(doc):\n",
    "    c = Counter()\n",
    "    for ent in doc.ents:\n",
    "        if ent.label_ == 'PERSON':  # 实体命名标签\n",
    "            c[ent.lemma_]+=1  # 实体本身\n",
    "    return c.most_common(10)  # 计数最多的前十个\n",
    "\n",
    "print (find_person(processed_text))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 例子2：恐怖袭击分析\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['CHILE.  An explosion from a single stick of dynamite went off on the patio of the Santiago Binational Center, causing $21,000 in damages.\\n',\n",
       " 'ISRAEL.  Palestinian terrorists fired five mortar shells into the collective settlement at Masada, causing slight damage but no injuries.\\n',\n",
       " 'GUATEMALA.  A bomb was thrown over the wall surrounding the U.S. Marines guards house in Guatemala City, causing damage but no injuries.\\n',\n",
       " 'FRANCE.  Five French students bombed the Paris offices of   Chase Manhattan Bank before dawn.  Trans-World Airways and the Bank of America were also bombed.   They claimed to be protesting the U.S. involvement in the Vietnam war.\\n',\n",
       " 'UNITED STATES - Unidentified anti-Castro Cubans attempted to bomb the Miami branch of the Spanish National Tourist Office.\\n']"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def read_file_to_list(file_name):\n",
    "    with open(file_name, 'r') as file:\n",
    "        return file.readlines()\n",
    "    \n",
    "terrorism_articles = read_file_to_list('data/rand-terrorism-dataset.txt')\n",
    "\n",
    "terrorism_articles[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "terrorism_articles_nlp = [nlp(art) for art in terrorism_articles]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "common_terrorist_groups = [\n",
    "    'taliban', \n",
    "    'al - qaeda', \n",
    "    'hamas',  \n",
    "    'fatah', \n",
    "    'plo', \n",
    "    'bilad al - rafidayn'\n",
    "]\n",
    "\n",
    "common_locations = [\n",
    "    'iraq',\n",
    "    'baghdad', \n",
    "    'kirkuk', \n",
    "    'mosul', \n",
    "    'afghanistan', \n",
    "    'kabul',\n",
    "    'basra', \n",
    "    'palestine', \n",
    "    'gaza', \n",
    "    'israel', \n",
    "    'istanbul', \n",
    "    'beirut', \n",
    "    'pakistan'\n",
    "]\n",
    "\n",
    "# 构建计数器\n",
    "location_entity_dict = defaultdict(Counter)\n",
    "\n",
    "# 对每一条语料记录进行识别\n",
    "for article in terrorism_articles_nlp :\n",
    "    # 识别恐怖组织和事发地点\n",
    "    article_terrorist_groups = [ent.lemma_ for ent in article.ents if ent.label_=='PERSON' or ent.label_ =='ORG']#人或者组织\n",
    "    article_locations = [ent.lemma_ for ent in article.ents if ent.label_=='GPE']\n",
    "    \n",
    "    # 剔除无关的数据，这居然要区分大小写\n",
    "    terrorist_common = [ent.lower() for ent in article_terrorist_groups if ent.lower() in common_terrorist_groups]\n",
    "    locations_common = [ent.lower() for ent in article_locations if ent.lower() in common_locations]\n",
    "    \n",
    "    # 构造字典，统计\n",
    "    for found_entity in terrorist_common:\n",
    "        for found_location in locations_common:\n",
    "            location_entity_dict[found_entity][found_location] += 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "defaultdict(collections.Counter,\n",
       "            {'plo': Counter({'beirut': 12,\n",
       "                      'israel': 39,\n",
       "                      'iraq': 8,\n",
       "                      'palestine': 1}),\n",
       "             'fatah': Counter({'israel': 21,\n",
       "                      'beirut': 1,\n",
       "                      'iraq': 1,\n",
       "                      'gaza': 11}),\n",
       "             'hamas': Counter({'israel': 27, 'beirut': 1, 'gaza': 70}),\n",
       "             'taliban': Counter({'kabul': 40,\n",
       "                      'pakistan': 16,\n",
       "                      'afghanistan': 254}),\n",
       "             'al - qaeda': Counter({'kabul': 3,\n",
       "                      'iraq': 51,\n",
       "                      'afghanistan': 6,\n",
       "                      'istanbul': 3,\n",
       "                      'israel': 1,\n",
       "                      'baghdad': 20,\n",
       "                      'palestine': 3,\n",
       "                      'mosul': 16,\n",
       "                      'kirkuk': 5,\n",
       "                      'pakistan': 6}),\n",
       "             'bilad al - rafidayn': Counter({'basra': 4,\n",
       "                      'baghdad': 9,\n",
       "                      'iraq': 7,\n",
       "                      'mosul': 1})})"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "location_entity_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>plo</th>\n",
       "      <th>fatah</th>\n",
       "      <th>hamas</th>\n",
       "      <th>taliban</th>\n",
       "      <th>al - qaeda</th>\n",
       "      <th>bilad al - rafidayn</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>afghanistan</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>254</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>baghdad</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>basra</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>beirut</th>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gaza</th>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>70</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>iraq</th>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>51</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>israel</th>\n",
       "      <td>39</td>\n",
       "      <td>21</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>istanbul</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>kabul</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>kirkuk</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mosul</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pakistan</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>palestine</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             plo  fatah  hamas  taliban  al - qaeda  bilad al - rafidayn\n",
       "afghanistan    0      0      0      254           6                    0\n",
       "baghdad        0      0      0        0          20                    9\n",
       "basra          0      0      0        0           0                    4\n",
       "beirut        12      1      1        0           0                    0\n",
       "gaza           0     11     70        0           0                    0\n",
       "iraq           8      1      0        0          51                    7\n",
       "israel        39     21     27        0           1                    0\n",
       "istanbul       0      0      0        0           3                    0\n",
       "kabul          0      0      0       40           3                    0\n",
       "kirkuk         0      0      0        0           5                    0\n",
       "mosul          0      0      0        0          16                    1\n",
       "pakistan       0      0      0       16           6                    0\n",
       "palestine      1      0      0        0           3                    0"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "location_entity_df = pd.DataFrame.from_dict(dict(location_entity_dict),dtype=int)  # 字典结构转DataFrame\n",
    "location_entity_df = location_entity_df.fillna(value = 0).astype(int)  # 填充空值\n",
    "location_entity_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "plt.figure(figsize=(12, 10))\n",
    "hmap = sns.heatmap(location_entity_df, annot=True, fmt='d', cmap='YlGnBu', cbar=False)\n",
    "\n",
    "# 添加信息\n",
    "plt.title('Global Incidents by Terrorist group')\n",
    "plt.xticks(rotation=30)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.3、结巴分词器\n",
    "\n",
    "#### （1）分词"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Building prefix dict from the default dictionary ...\n",
      "Loading model from cache /var/folders/8h/6ccn1ffd1g926n836p53h4nr0000gn/T/jieba.cache\n",
      "Loading model cost 0.960 seconds.\n",
      "Prefix dict has been built succesfully.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "全模式: 我/ 来到/ 北京/ 清华/ 清华大学/ 华大/ 大学\n",
      "精确模式: 我/ 来到/ 北京/ 清华大学\n",
      "他, 来到, 了, 网易, 杭研, 大厦\n"
     ]
    }
   ],
   "source": [
    "import jieba\n",
    "\n",
    "seg_list = jieba.cut(\"我来到北京清华大学\", cut_all=True)\n",
    "print(\"全模式: \" + \"/ \".join(seg_list))  # 全模式\n",
    "\n",
    "seg_list = jieba.cut(\"我来到北京清华大学\", cut_all=False)\n",
    "print(\"精确模式: \" + \"/ \".join(seg_list))  # 精确模式\n",
    "\n",
    "seg_list = jieba.cut(\"他来到了网易杭研大厦\")  # 默认是精确模式\n",
    "print(\", \".join(seg_list))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### （2）自定义词典\n",
    "\n",
    "    自己添加保留的词，希望jieba分词能切分对。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[全模式]:  故宫/ 的/ 著名/ 著名景点/ 景点/ 包括/ 乾/ 清宫/ / / 太和/ 太和殿/ 和/ 黄/ 琉璃/ 琉璃瓦/ 等\n",
      "[精确模式]:  故宫/ 的/ 著名景点/ 包括/ 乾/ 清宫/ 、/ 太和殿/ 和/ 黄/ 琉璃瓦/ 等\n"
     ]
    }
   ],
   "source": [
    "text = \"故宫的著名景点包括乾清宫、太和殿和黄琉璃瓦等\"\n",
    "\n",
    "# 全模式\n",
    "seg_list = jieba.cut(text, cut_all=True)\n",
    "print(u\"[全模式]: \", \"/ \".join(seg_list))\n",
    "\n",
    "# 精确模式\n",
    "seg_list = jieba.cut(text, cut_all=False)\n",
    "print(u\"[精确模式]: \", \"/ \".join(seg_list))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[全模式]:  故宫/ 的/ 著名/ 著名景点/ 景点/ 包括/ 乾清宫/ 清宫/ / / 太和/ 太和殿/ 和/ 黄琉璃瓦/ 琉璃/ 琉璃瓦/ 等\n",
      "[精确模式]:  故宫/ 的/ 著名景点/ 包括/ 乾清宫/ 、/ 太和殿/ 和/ 黄琉璃瓦/ 等\n"
     ]
    }
   ],
   "source": [
    "#也可以用jieba.add_word(\"乾清宫\")\n",
    "jieba.load_userdict(\"./data/mydict.txt\") #需UTF-8，可以在另存为里面设置\n",
    "\n",
    "# 全模式\n",
    "seg_list = jieba.cut(text, cut_all=True)\n",
    "print(u\"[全模式]: \", \"/ \".join(seg_list))\n",
    "\n",
    "# 精确模式\n",
    "seg_list = jieba.cut(text, cut_all=False)\n",
    "print(u\"[精确模式]: \", \"/ \".join(seg_list))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### （3）关键词切分\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "分词结果:\n",
      "故宫/的/著名景点/包括/乾清宫/、/太和殿/和/黄琉璃瓦/等\n",
      "关键词:\n",
      "著名景点 乾清宫 黄琉璃瓦 太和殿 故宫\n"
     ]
    }
   ],
   "source": [
    "import jieba.analyse\n",
    "\n",
    "seg_list = jieba.cut(text, cut_all=False)\n",
    "print (u\"分词结果:\")\n",
    "print (\"/\".join(seg_list))\n",
    "\n",
    "#获取关键词\n",
    "tags = jieba.analyse.extract_tags(text, topK=5)\n",
    "print (u\"关键词:\")\n",
    "print (\" \".join(tags))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "著名景点 2.3167796086666668\n",
      "乾清宫 1.9924612504833332\n",
      "黄琉璃瓦 1.9924612504833332\n",
      "太和殿 1.6938346722833335\n",
      "故宫 1.5411195503033335\n"
     ]
    }
   ],
   "source": [
    "tags = jieba.analyse.extract_tags(text, topK=5, withWeight=True)\n",
    "for word, weight in tags:\n",
    "    print(word, weight)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### （4）词性标注\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "我 r\n",
      "爱 v\n",
      "北京 ns\n",
      "天安门 ns\n"
     ]
    }
   ],
   "source": [
    "import jieba.posseg as pseg\n",
    " \n",
    "words = pseg.cut(\"我爱北京天安门\")\n",
    "for word, flag in words:\n",
    "    print(\"%s %s\" % (word, flag))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 例子：词云展示"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/apple/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:35: DeprecationWarning: `imread` is deprecated!\n",
      "`imread` is deprecated in SciPy 1.0.0, and will be removed in 1.2.0.\n",
      "Use ``imageio.imread`` instead.\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x1152 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import jieba\n",
    "from wordcloud import WordCloud\n",
    "from scipy.misc import imread\n",
    "from collections import Counter\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "\n",
    "# 加载文件\n",
    "text_file = open('./data/19Congress.txt','r',encoding='utf-8')\n",
    "text = text_file.read()\n",
    "\n",
    "# 加载停用词词典\n",
    "with open('./data/stopwords.txt',encoding='utf-8') as file:\n",
    "    stopwords = {line.strip() for line in file}\n",
    "    \n",
    "# 分词\n",
    "seg_list = jieba.cut(text, cut_all=False)\n",
    "\n",
    "\n",
    "# 统计词频\n",
    "data={}\n",
    "for word in seg_list:\n",
    "    if len(word)>=2:\n",
    "        if not data.__contains__(word):\n",
    "            data[word]=0\n",
    "        data[word]+=1\n",
    "# print(data)      \n",
    " \n",
    "\n",
    "# 画图\n",
    "my_wordcloud = WordCloud(  \n",
    "    background_color = 'white',  #设置背景颜色\n",
    "    max_words = 400,  #设置最大实现的字数\n",
    "    font_path = r'./data/SimHei.ttf',  #设置字体格式，如不设置显示不了中文\n",
    "    mask = imread('./data/mapofChina.jpg'), #指定在什么图片上画\n",
    "    width = 1000,\n",
    "    height = 1000,\n",
    "    stopwords = stopwords\n",
    ").generate_from_frequencies(data)\n",
    "\n",
    "plt.figure(figsize=(18,16))\n",
    "plt.imshow(my_wordcloud)\n",
    "plt.axis('off')\n",
    "plt.show()  \n",
    "\n",
    "# 存图\n",
    "my_wordcloud.to_file('./data/result.jpg')\n",
    "text_file.close()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
